Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	2139
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	417.9 KiB
Average record size in memory	200.1 B

Variable types

Numeric	9
Categorical	16

Alerts

`zprior` has constant value "1"	Constant
`cd40` is highly overall correlated with `cd420`	High correlation
`cd420` is highly overall correlated with `cd40`	High correlation
`cd80` is highly overall correlated with `cd820`	High correlation
`cd820` is highly overall correlated with `cd80`	High correlation
`cid` is highly overall correlated with `time`	High correlation
`gender` is highly overall correlated with `homo`	High correlation
`hemo` is highly overall correlated with `pidnum`	High correlation
`homo` is highly overall correlated with `gender`	High correlation
`pidnum` is highly overall correlated with `hemo`	High correlation
`preanti` is highly overall correlated with `str2` and 2 other fields	High correlation
`str2` is highly overall correlated with `preanti` and 2 other fields	High correlation
`strat` is highly overall correlated with `preanti` and 2 other fields	High correlation
`time` is highly overall correlated with `cid`	High correlation
`treat` is highly overall correlated with `trt`	High correlation
`trt` is highly overall correlated with `treat`	High correlation
`z30` is highly overall correlated with `preanti` and 2 other fields	High correlation
`hemo` is highly imbalanced (58.3%)	Imbalance
`oprior` is highly imbalanced (84.8%)	Imbalance
`pidnum` has unique values	Unique
`preanti` has 873 (40.8%) zeros	Zeros

Reproduction

Analysis started	2024-12-19 11:04:23.704229
Analysis finished	2024-12-19 11:04:53.489856
Duration	29.79 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

pidnum
Real number (ℝ)

High correlation Unique

Distinct	2139
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	248778.25

Minimum	10056
Maximum	990077
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	10056
5-th percentile	11445.9
Q1	81446.5
median	190566
Q3	280277
95-th percentile	920041.1
Maximum	990077
Range	980021
Interquartile range (IQR)	198830.5

Descriptive statistics

Standard deviation	234237.29
Coefficient of variation (CV)	0.94155051
Kurtosis	2.6146168
Mean	248778.25
Median Absolute Deviation (MAD)	109114
Skewness	1.7362921
Sum	5.3213668 × 10⁸
Variance	5.4867108 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10056	1	< 0.1%
251026	1	< 0.1%
251049	1	< 0.1%
251048	1	< 0.1%
251045	1	< 0.1%
251044	1	< 0.1%
251043	1	< 0.1%
251041	1	< 0.1%
251039	1	< 0.1%
251038	1	< 0.1%
Other values (2129)	2129	99.5%

Value	Count	Frequency (%)
10056	1	< 0.1%
10059	1	< 0.1%
10089	1	< 0.1%
10093	1	< 0.1%
10124	1	< 0.1%
10140	1	< 0.1%
10165	1	< 0.1%
10190	1	< 0.1%
10198	1	< 0.1%
10229	1	< 0.1%

Value	Count	Frequency (%)
990077	1	< 0.1%
990071	1	< 0.1%
990030	1	< 0.1%
990026	1	< 0.1%
990021	1	< 0.1%
990019	1	< 0.1%
990018	1	< 0.1%
980046	1	< 0.1%
980045	1	< 0.1%
980042	1	< 0.1%

cid
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

0	1618
1	521

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1618	75.6%
1	521	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1618	75.6%
1	521	24.4%

Most occurring characters

Value	Count	Frequency (%)
0	1618	75.6%
1	521	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1618	75.6%
1	521	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1618	75.6%
1	521	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1618	75.6%
1	521	24.4%

time
Real number (ℝ)

High correlation

Distinct	713
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	879.09818

Minimum	14
Maximum	1231
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	14
5-th percentile	256.7
Q1	727
median	997
Q3	1091
95-th percentile	1160
Maximum	1231
Range	1217
Interquartile range (IQR)	364

Descriptive statistics

Standard deviation	292.27432
Coefficient of variation (CV)	0.33247063
Kurtosis	0.026238489
Mean	879.09818
Median Absolute Deviation (MAD)	119
Skewness	-1.1217076
Sum	1880391
Variance	85424.28
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1087	34	1.6%
1088	24	1.1%
1154	18	0.8%
1091	16	0.7%
1090	16	0.7%
1089	16	0.7%
993	15	0.7%
1132	14	0.7%
1097	13	0.6%
1117	13	0.6%
Other values (703)	1960	91.6%

Value	Count	Frequency (%)
14	1	< 0.1%
33	1	< 0.1%
45	1	< 0.1%
50	1	< 0.1%
54	1	< 0.1%
55	1	< 0.1%
62	1	< 0.1%
69	1	< 0.1%
96	1	< 0.1%
105	1	< 0.1%

Value	Count	Frequency (%)
1231	3	0.1%
1230	1	< 0.1%
1224	4	0.2%
1223	1	< 0.1%
1217	1	< 0.1%
1214	2	0.1%
1211	1	< 0.1%
1209	2	0.1%
1206	1	< 0.1%
1203	3	0.1%

trt
Categorical

High correlation

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

3	561
0	532
2	524
1	522

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3
3rd row	3
4th row	3
5th row	0

Common Values

Value	Count	Frequency (%)
3	561	26.2%
0	532	24.9%
2	524	24.5%
1	522	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	561	26.2%
0	532	24.9%
2	524	24.5%
1	522	24.4%

Most occurring characters

Value	Count	Frequency (%)
3	561	26.2%
0	532	24.9%
2	524	24.5%
1	522	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	561	26.2%
0	532	24.9%
2	524	24.5%
1	522	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	561	26.2%
0	532	24.9%
2	524	24.5%
1	522	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	561	26.2%
0	532	24.9%
2	524	24.5%
1	522	24.4%

age
Real number (ℝ)

Distinct	59
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.248247

Minimum	12
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	12
5-th percentile	23
Q1	29
median	34
Q3	40
95-th percentile	50
Maximum	70
Range	58
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.7090262
Coefficient of variation (CV)	0.24707686
Kurtosis	0.97768528
Mean	35.248247
Median Absolute Deviation (MAD)	5
Skewness	0.64247151
Sum	75396
Variance	75.847138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	111	5.2%
32	109	5.1%
30	109	5.1%
29	106	5.0%
31	105	4.9%
37	100	4.7%
27	98	4.6%
35	98	4.6%
36	94	4.4%
39	91	4.3%
Other values (49)	1118	52.3%

Value	Count	Frequency (%)
12	3	0.1%
13	3	0.1%
14	6	0.3%
15	3	0.1%
16	7	0.3%
17	4	0.2%
18	7	0.3%
19	7	0.3%
20	17	0.8%
21	19	0.9%

Value	Count	Frequency (%)
70	2	0.1%
69	1	< 0.1%
68	2	0.1%
67	2	0.1%
66	1	< 0.1%
65	3	0.1%
64	2	0.1%
63	6	0.3%
62	5	0.2%
61	2	0.1%

wtkg
Real number (ℝ)

Distinct	667
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.125311

Minimum	31
Maximum	159.93936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	31
5-th percentile	55.48392
Q1	66.6792
median	74.3904
Q3	82.5552
95-th percentile	97.888192
Maximum	159.93936
Range	128.93936
Interquartile range (IQR)	15.876

Descriptive statistics

Standard deviation	13.263164
Coefficient of variation (CV)	0.17654721
Kurtosis	2.2290396
Mean	75.125311
Median Absolute Deviation (MAD)	7.9096
Skewness	0.70648606
Sum	160693.04
Variance	175.91152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.7616	26	1.2%
77.112	24	1.1%
78.0192	23	1.1%
73.0296	22	1.0%
76.2048	20	0.9%
72.576	20	0.9%
69.8544	19	0.9%
69.4008	18	0.8%
86.184	17	0.8%
68.04	17	0.8%
Other values (657)	1933	90.4%

Value	Count	Frequency (%)
31	1	< 0.1%
32.6592	1	< 0.1%
36.78696	1	< 0.1%
41	2	0.1%
41.0508	1	< 0.1%
41.2776	1	< 0.1%
41.4	1	< 0.1%
42.4116	1	< 0.1%
43.00128	1	< 0.1%
43.8	1	< 0.1%

Value	Count	Frequency (%)
159.93936	1	< 0.1%
149	1	< 0.1%
135.1728	1	< 0.1%
130.6368	1	< 0.1%
129	1	< 0.1%
127.7	1	< 0.1%
127.008	1	< 0.1%
125.6472	1	< 0.1%
123.3792	1	< 0.1%
122.472	1	< 0.1%

hemo
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

0	1959
1	180

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1959	91.6%
1	180	8.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1959	91.6%
1	180	8.4%

Most occurring characters

Value	Count	Frequency (%)
0	1959	91.6%
1	180	8.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1959	91.6%
1	180	8.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1959	91.6%
1	180	8.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1959	91.6%
1	180	8.4%

homo
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

1	1414
0	725

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1414	66.1%
0	725	33.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1414	66.1%
0	725	33.9%

Most occurring characters

Value	Count	Frequency (%)
1	1414	66.1%
0	725	33.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1414	66.1%
0	725	33.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1414	66.1%
0	725	33.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1414	66.1%
0	725	33.9%

drugs
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

0	1858
1	281

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1858	86.9%
1	281	13.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1858	86.9%
1	281	13.1%

Most occurring characters

Value	Count	Frequency (%)
0	1858	86.9%
1	281	13.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1858	86.9%
1	281	13.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1858	86.9%
1	281	13.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1858	86.9%
1	281	13.1%

karnof
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

100	1263
90	787
80	80
70	9

Length

Max length	3
Median length	3
Mean length	2.5904628
Min length	2

Characters and Unicode

Total characters	5541
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100
2nd row	90
3rd row	90
4th row	100
5th row	100

Common Values

Value	Count	Frequency (%)
100	1263	59.0%
90	787	36.8%
80	80	3.7%
70	9	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100	1263	59.0%
90	787	36.8%
80	80	3.7%
70	9	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	3402	61.4%
1	1263	22.8%
9	787	14.2%
8	80	1.4%
7	9	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5541	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	3402	61.4%
1	1263	22.8%
9	787	14.2%
8	80	1.4%
7	9	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5541	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	3402	61.4%
1	1263	22.8%
9	787	14.2%
8	80	1.4%
7	9	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5541	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	3402	61.4%
1	1263	22.8%
9	787	14.2%
8	80	1.4%
7	9	0.2%

oprior
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

0	2092
1	47

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2092	97.8%
1	47	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2092	97.8%
1	47	2.2%

Most occurring characters

Value	Count	Frequency (%)
0	2092	97.8%
1	47	2.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2092	97.8%
1	47	2.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2092	97.8%
1	47	2.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2092	97.8%
1	47	2.2%

z30
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

1	1177
0	962

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1177	55.0%
0	962	45.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1177	55.0%
0	962	45.0%

Most occurring characters

Value	Count	Frequency (%)
1	1177	55.0%
0	962	45.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1177	55.0%
0	962	45.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1177	55.0%
0	962	45.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1177	55.0%
0	962	45.0%

zprior
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

1	2139

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	2139	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2139	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	2139	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	2139	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	2139	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	2139	100.0%

preanti
Real number (ℝ)

High correlation Zeros

Distinct	813
Distinct (%)	38.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	379.17578

Minimum	0
Maximum	2851
Zeros	873
Zeros (%)	40.8%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	142
Q3	739.5
95-th percentile	1303.3
Maximum	2851
Range	2851
Interquartile range (IQR)	739.5

Descriptive statistics

Standard deviation	468.65753
Coefficient of variation (CV)	1.2359901
Kurtosis	0.93929023
Mean	379.17578
Median Absolute Deviation (MAD)	142
Skewness	1.1913747
Sum	811057
Variance	219639.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	873	40.8%
768	6	0.3%
917	6	0.3%
7	5	0.2%
175	5	0.2%
213	5	0.2%
238	5	0.2%
925	5	0.2%
807	4	0.2%
959	4	0.2%
Other values (803)	1221	57.1%

Value	Count	Frequency (%)
0	873	40.8%
2	2	0.1%
4	1	< 0.1%
5	1	< 0.1%
6	4	0.2%
7	5	0.2%
10	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
2851	1	< 0.1%
2500	1	< 0.1%
2489	1	< 0.1%
2342	1	< 0.1%
2283	1	< 0.1%
2078	1	< 0.1%
2071	1	< 0.1%
1983	1	< 0.1%
1938	1	< 0.1%
1902	1	< 0.1%

race
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

0	1522
1	617

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1522	71.2%
1	617	28.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1522	71.2%
1	617	28.8%

Most occurring characters

Value	Count	Frequency (%)
0	1522	71.2%
1	617	28.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1522	71.2%
1	617	28.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1522	71.2%
1	617	28.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1522	71.2%
1	617	28.8%

gender
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

1	1771
0	368

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1771	82.8%
0	368	17.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1771	82.8%
0	368	17.2%

Most occurring characters

Value	Count	Frequency (%)
1	1771	82.8%
0	368	17.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1771	82.8%
0	368	17.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1771	82.8%
0	368	17.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1771	82.8%
0	368	17.2%

str2
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

1	1253
0	886

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1253	58.6%
0	886	41.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1253	58.6%
0	886	41.4%

Most occurring characters

Value	Count	Frequency (%)
1	1253	58.6%
0	886	41.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1253	58.6%
0	886	41.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1253	58.6%
0	886	41.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1253	58.6%
0	886	41.4%

strat
Categorical

High correlation

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

1	886
3	843
2	410

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
1	886	41.4%
3	843	39.4%
2	410	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	886	41.4%
3	843	39.4%
2	410	19.2%

Most occurring characters

Value	Count	Frequency (%)
1	886	41.4%
3	843	39.4%
2	410	19.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	886	41.4%
3	843	39.4%
2	410	19.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	886	41.4%
3	843	39.4%
2	410	19.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	886	41.4%
3	843	39.4%
2	410	19.2%

symptom
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

0	1769
1	370

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1769	82.7%
1	370	17.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1769	82.7%
1	370	17.3%

Most occurring characters

Value	Count	Frequency (%)
0	1769	82.7%
1	370	17.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1769	82.7%
1	370	17.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1769	82.7%
1	370	17.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1769	82.7%
1	370	17.3%

treat
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

1	1607
0	532

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	1607	75.1%
0	532	24.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1607	75.1%
0	532	24.9%

Most occurring characters

Value	Count	Frequency (%)
1	1607	75.1%
0	532	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1607	75.1%
0	532	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1607	75.1%
0	532	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1607	75.1%
0	532	24.9%

offtrt
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.8 KiB

0	1363
1	776

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2139
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1363	63.7%
1	776	36.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1363	63.7%
1	776	36.3%

Most occurring characters

Value	Count	Frequency (%)
0	1363	63.7%
1	776	36.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1363	63.7%
1	776	36.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1363	63.7%
1	776	36.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2139	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1363	63.7%
1	776	36.3%

cd40
Real number (ℝ)

High correlation

Distinct	484
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	350.50117

Minimum	0
Maximum	1199
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	0
5-th percentile	182
Q1	263.5
median	340
Q3	423
95-th percentile	549
Maximum	1199
Range	1199
Interquartile range (IQR)	159.5

Descriptive statistics

Standard deviation	118.57386
Coefficient of variation (CV)	0.33829805
Kurtosis	1.8054107
Mean	350.50117
Median Absolute Deviation (MAD)	80
Skewness	0.75786782
Sum	749722
Variance	14059.761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300	27	1.3%
280	24	1.1%
420	23	1.1%
410	19	0.9%
380	19	0.9%
320	19	0.9%
400	18	0.8%
230	18	0.8%
350	17	0.8%
440	16	0.7%
Other values (474)	1939	90.6%

Value	Count	Frequency (%)
0	3	0.1%
70	1	< 0.1%
84	1	< 0.1%
99	1	< 0.1%
103	1	< 0.1%
110	1	< 0.1%
112	1	< 0.1%
120	1	< 0.1%
122	1	< 0.1%
123	1	< 0.1%

Value	Count	Frequency (%)
1199	1	< 0.1%
918	1	< 0.1%
911	1	< 0.1%
834	1	< 0.1%
775	1	< 0.1%
771	1	< 0.1%
770	1	< 0.1%
760	1	< 0.1%
743	1	< 0.1%
740	1	< 0.1%

cd420
Real number (ℝ)

High correlation

Distinct	570
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	371.30715

Minimum	49
Maximum	1119
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	49
5-th percentile	163.9
Q1	269
median	353
Q3	460
95-th percentile	618.1
Maximum	1119
Range	1070
Interquartile range (IQR)	191

Descriptive statistics

Standard deviation	144.63491
Coefficient of variation (CV)	0.38952901
Kurtosis	1.0710554
Mean	371.30715
Median Absolute Deviation (MAD)	95
Skewness	0.73034654
Sum	794226
Variance	20919.257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300	22	1.0%
270	17	0.8%
390	17	0.8%
380	16	0.7%
400	15	0.7%
310	15	0.7%
290	15	0.7%
250	15	0.7%
360	14	0.7%
320	14	0.7%
Other values (560)	1979	92.5%

Value	Count	Frequency (%)
49	1	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
53	1	< 0.1%
74	1	< 0.1%
80	3	0.1%
81	3	0.1%
83	1	< 0.1%
87	1	< 0.1%
88	2	0.1%

Value	Count	Frequency (%)
1119	1	< 0.1%
1100	1	< 0.1%
1040	1	< 0.1%
980	1	< 0.1%
955	1	< 0.1%
930	1	< 0.1%
909	1	< 0.1%
877	1	< 0.1%
865	1	< 0.1%
858	1	< 0.1%

cd80
Real number (ℝ)

High correlation

Distinct	1090
Distinct (%)	51.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	986.6274

Minimum	40
Maximum	5011
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	40
5-th percentile	412.7
Q1	654
median	893
Q3	1207
95-th percentile	1849.4
Maximum	5011
Range	4971
Interquartile range (IQR)	553

Descriptive statistics

Standard deviation	480.19775
Coefficient of variation (CV)	0.48670628
Kurtosis	6.1789811
Mean	986.6274
Median Absolute Deviation (MAD)	269
Skewness	1.7337359
Sum	2110396
Variance	230589.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
620	10	0.5%
870	10	0.5%
1040	10	0.5%
880	9	0.4%
990	9	0.4%
950	9	0.4%
1000	9	0.4%
680	8	0.4%
850	8	0.4%
520	8	0.4%
Other values (1080)	2049	95.8%

Value	Count	Frequency (%)
40	1	< 0.1%
105	1	< 0.1%
116	1	< 0.1%
137	1	< 0.1%
176	1	< 0.1%
177	1	< 0.1%
207	1	< 0.1%
218	1	< 0.1%
221	1	< 0.1%
225	2	0.1%

Value	Count	Frequency (%)
5011	1	< 0.1%
4255	1	< 0.1%
3827	1	< 0.1%
3780	1	< 0.1%
3389	1	< 0.1%
3348	1	< 0.1%
3192	1	< 0.1%
3190	1	< 0.1%
3101	1	< 0.1%
3046	1	< 0.1%

cd820
Real number (ℝ)

High correlation

Distinct	1050
Distinct (%)	49.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	935.3698

Minimum	124
Maximum	6035
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.8 KiB

Quantile statistics

Minimum	124
5-th percentile	399.9
Q1	631.5
median	865
Q3	1146.5
95-th percentile	1742.8
Maximum	6035
Range	5911
Interquartile range (IQR)	515

Descriptive statistics

Standard deviation	444.97605
Coefficient of variation (CV)	0.47572206
Kurtosis	11.77081
Mean	935.3698
Median Absolute Deviation (MAD)	253
Skewness	2.0914266
Sum	2000756
Variance	198003.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
920	11	0.5%
730	11	0.5%
570	10	0.5%
710	10	0.5%
740	9	0.4%
700	9	0.4%
530	9	0.4%
590	9	0.4%
630	8	0.4%
560	8	0.4%
Other values (1040)	2045	95.6%

Value	Count	Frequency (%)
124	1	< 0.1%
131	1	< 0.1%
140	1	< 0.1%
150	1	< 0.1%
173	1	< 0.1%
195	1	< 0.1%
200	1	< 0.1%
213	1	< 0.1%
214	1	< 0.1%
218	1	< 0.1%

Value	Count	Frequency (%)
6035	1	< 0.1%
4113	1	< 0.1%
3552	1	< 0.1%
3407	1	< 0.1%
3130	1	< 0.1%
3044	1	< 0.1%
2856	1	< 0.1%
2807	1	< 0.1%
2801	1	< 0.1%
2798	1	< 0.1%

Interactions

Correlations

	age	cd40	cd420	cd80	cd820	cid	drugs	gender	hemo	homo	karnof	offtrt	oprior	pidnum	preanti	race	str2	strat	symptom	time	treat	trt	wtkg	z30
age	1.000	-0.040	-0.050	0.054	0.047	0.069	0.155	0.058	0.423	0.229	0.065	0.007	0.071	-0.152	0.127	0.096	0.116	0.107	0.091	0.045	0.023	0.000	0.152	0.099
cd40	-0.040	1.000	0.620	0.228	0.078	0.189	0.000	0.000	0.000	0.000	0.050	0.147	0.029	0.032	-0.110	0.000	0.121	0.081	0.123	0.191	0.000	0.000	0.047	0.115
cd420	-0.050	0.620	1.000	0.059	0.218	0.390	0.000	0.000	0.043	0.000	0.049	0.201	0.113	-0.013	-0.204	0.036	0.229	0.157	0.128	0.316	0.148	0.096	0.032	0.211
cd80	0.054	0.228	0.059	1.000	0.742	0.050	0.007	0.102	0.085	0.120	0.000	0.050	0.000	-0.073	0.038	0.022	0.000	0.048	0.028	0.023	0.000	0.000	0.094	0.005
cd820	0.047	0.078	0.218	0.742	1.000	0.031	0.000	0.101	0.089	0.104	0.000	0.000	0.000	-0.066	0.028	0.055	0.015	0.027	0.050	0.042	0.000	0.040	0.084	0.000
cid	0.069	0.189	0.390	0.050	0.031	1.000	0.043	0.038	0.000	0.049	0.096	0.089	0.031	0.000	0.139	0.050	0.120	0.128	0.126	0.633	0.126	0.127	0.019	0.123
drugs	0.155	0.000	0.000	0.007	0.000	0.043	1.000	0.138	0.088	0.204	0.086	0.094	0.013	0.132	0.000	0.078	0.000	0.004	0.013	0.000	0.000	0.000	0.055	0.000
gender	0.058	0.000	0.000	0.102	0.101	0.038	0.138	1.000	0.112	0.606	0.017	0.000	0.032	0.155	0.022	0.290	0.021	0.081	0.059	0.104	0.007	0.000	0.328	0.027
hemo	0.423	0.000	0.043	0.085	0.089	0.000	0.088	0.112	1.000	0.389	0.064	0.000	0.020	0.818	0.140	0.065	0.121	0.139	0.071	0.061	0.000	0.000	0.097	0.108
homo	0.229	0.000	0.000	0.120	0.104	0.049	0.204	0.606	0.389	1.000	0.036	0.038	0.000	0.381	0.072	0.305	0.028	0.034	0.115	0.054	0.009	0.000	0.255	0.044
karnof	0.065	0.050	0.049	0.000	0.000	0.096	0.086	0.017	0.064	0.036	1.000	0.102	0.051	0.103	0.146	0.000	0.084	0.073	0.102	0.092	0.000	0.000	0.000	0.077
offtrt	0.007	0.147	0.201	0.050	0.000	0.089	0.094	0.000	0.000	0.038	0.102	1.000	0.000	0.028	0.068	0.000	0.014	0.065	0.067	0.488	0.046	0.059	0.033	0.018
oprior	0.071	0.029	0.113	0.000	0.000	0.031	0.013	0.032	0.020	0.000	0.051	0.000	1.000	0.061	0.128	0.000	0.121	0.131	0.000	0.023	0.018	0.011	0.000	0.027
pidnum	-0.152	0.032	-0.013	-0.073	-0.066	0.000	0.132	0.155	0.818	0.381	0.103	0.028	0.061	1.000	-0.055	0.153	0.197	0.146	0.098	-0.106	0.000	0.000	-0.068	0.179
preanti	0.127	-0.110	-0.204	0.038	0.028	0.139	0.000	0.022	0.140	0.072	0.146	0.068	0.128	-0.055	1.000	0.129	0.733	0.682	0.038	0.087	0.000	0.000	-0.076	0.690
race	0.096	0.000	0.036	0.022	0.055	0.050	0.078	0.290	0.065	0.305	0.000	0.000	0.000	0.153	0.129	1.000	0.076	0.110	0.074	0.092	0.000	0.000	0.129	0.069
str2	0.116	0.121	0.229	0.000	0.015	0.120	0.000	0.021	0.121	0.028	0.084	0.014	0.121	0.197	0.733	0.076	1.000	1.000	0.020	0.146	0.000	0.000	0.102	0.902
strat	0.107	0.081	0.157	0.048	0.027	0.128	0.004	0.081	0.139	0.034	0.073	0.065	0.131	0.146	0.682	0.110	1.000	1.000	0.034	0.105	0.000	0.000	0.074	0.905
symptom	0.091	0.123	0.128	0.028	0.050	0.126	0.013	0.059	0.071	0.115	0.102	0.067	0.000	0.098	0.038	0.074	0.020	0.034	1.000	0.152	0.000	0.000	0.000	0.000
time	0.045	0.191	0.316	0.023	0.042	0.633	0.000	0.104	0.061	0.054	0.092	0.488	0.023	-0.106	0.087	0.092	0.146	0.105	0.152	1.000	0.161	0.088	0.020	0.147
treat	0.023	0.000	0.148	0.000	0.000	0.126	0.000	0.007	0.000	0.009	0.000	0.046	0.018	0.000	0.000	0.000	0.000	0.000	0.000	0.161	1.000	1.000	0.029	0.000
trt	0.000	0.000	0.096	0.000	0.040	0.127	0.000	0.000	0.000	0.000	0.000	0.059	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.088	1.000	1.000	0.000	0.000
wtkg	0.152	0.047	0.032	0.094	0.084	0.019	0.055	0.328	0.097	0.255	0.000	0.033	0.000	-0.068	-0.076	0.129	0.102	0.074	0.000	0.020	0.029	0.000	1.000	0.095
z30	0.099	0.115	0.211	0.005	0.000	0.123	0.000	0.027	0.108	0.044	0.077	0.018	0.027	0.179	0.690	0.069	0.902	0.905	0.000	0.147	0.000	0.000	0.095	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	pidnum	cid	time	trt	age	wtkg	homo	drugs	karnof	z30	zprior	preanti	gender	str2	strat	symptom	treat	offtrt	cd40	cd420	cd80	cd820
0	10056	0	948	2	48	89.8128	0	0	100	0	1	0	0	0	1	0	1	0	422	477	566	324
1	10059	1	1002	3	61	49.4424	0	0	90	1	1	895	0	1	3	0	1	0	162	218	392	564
2	10089	0	961	3	45	88.4520	1	1	90	1	1	707	1	1	3	0	1	1	326	274	2063	1893
3	10093	0	1166	3	47	85.2768	1	0	100	1	1	1399	1	1	3	0	1	0	287	394	1590	966
4	10124	0	1090	0	43	66.6792	1	0	100	1	1	1352	1	1	3	0	0	0	504	353	870	782
5	10140	0	1181	1	46	88.9056	1	1	100	1	1	1181	1	1	3	0	1	0	235	339	860	1060
6	10165	1	794	0	31	73.0296	1	0	100	1	1	930	1	1	3	0	0	0	244	225	708	699
7	10190	0	957	0	41	66.2256	1	1	100	1	1	1329	1	1	3	0	0	0	401	366	889	720
8	10198	1	198	3	40	82.5552	1	0	90	1	1	1074	1	1	3	1	1	1	214	107	652	131
9	10229	1	188	0	35	78.0192	1	0	100	1	1	964	1	1	3	0	0	1	221	132	221	759

	pidnum	cid	time	trt	age	wtkg	hemo	homo	karnof	z30	zprior	preanti	race	gender	str2	strat	treat	offtrt	cd40	cd420	cd80	cd820
2129	980042	1	588	0	16	63.0000	1	0	100	1	1	753	0	1	1	3	0	0	299	214	546	471
2130	980045	0	1087	2	25	78.0000	1	0	100	1	1	905	0	1	1	3	1	0	468	594	636	554
2131	980046	0	948	1	20	72.4000	1	0	100	0	1	0	0	0	0	1	1	1	483	641	1728	1504
2132	990018	0	413	3	27	80.2872	1	0	70	1	1	2078	0	1	1	3	1	1	321	222	910	1009
2133	990019	1	1041	2	39	64.8648	1	0	90	1	1	1042	0	1	1	3	1	1	378	401	504	367
2134	990021	0	1091	3	21	53.2980	1	0	100	1	1	842	0	1	1	3	1	1	152	109	561	720
2135	990026	0	395	0	17	102.9672	1	0	100	1	1	417	1	1	1	3	0	1	373	218	1759	1030
2136	990030	0	1104	2	53	69.8544	1	1	90	1	1	753	1	1	1	3	1	0	419	364	1391	1041
2137	990071	1	465	0	14	60.0000	1	0	100	0	1	0	0	1	0	1	0	0	166	169	999	1838
2138	990077	0	1045	3	45	77.3000	1	0	100	0	1	0	0	1	0	1	1	0	911	930	885	526

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)